AIDS in action: a new movement led by Canadians living with HIV & its implications on critical anti-oppressive social work practice
Bibliographic record
Abstract
Conducted by an HIV+ activist-researcher, the study reported upon in this MRP aimed to 1) explore the challenges and opportunities faced by a new movement led by Canadians living with HIV to place the affected community of people living with HIV/AIDS (PHAs) back to the forefront of the national HIV response; and 2) establish the key factors and conditions that may help strengthen this community-led effort. The qualitative study utilized the Positive People Centred Perspective as theoretical framework comprised of interviews with key Canadian HIV+ activists on their reflections of the recent efforts by the new Canadian Positive People Network (CPPN) to create a collective voice for Canadian PHAs and their views of the essential elements that are necessary for the network and movement to thrive. Results of the research will help strengthen the development of CPPN and inform critical, anti-oppressive social work practice and scholarship.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.056 | 0.028 |
| Scholarly communication | 0.011 | 0.003 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".